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A two-level network-on-chip architecture with multicast support.
- Source :
-
Journal of Parallel & Distributed Computing . Feb2023, Vol. 172, p114-130. 17p. - Publication Year :
- 2023
-
Abstract
- It is essential for implementing processing systems of edge computing, internet of things (IoT) and wireless multimedia sensor networks (WMSN) to use low-power parallel and distributed architectures with high speed and low power consumption. Most of the artificial intelligence and machine learning applications need to be executed on efficient distributed architectures with multicast support. In this paper, TLAM, a high-performance and low-cost NoC architecture is proposed. TLAM stands for Two-Level network-on-chip Architecture with Multicast support and includes a hybrid path/tree based multicast routing algorithm and a specific two-level mesh topology. The routing algorithm of TLAM is basically working according to the Hamiltonian paths. In the proposed architecture, the topology is partitioned and the two-level links provide an efficient infrastructure for low-cost and low-latency transmission of multicast and broadcast messages between partitions. In TLAM, in addition to multicasting routing algorithm, hardware components for handling multicasting packets are designed in order to achieve performance improvements. The goal is to improve the efficiency and performance, especially latency, while handling both unicast and multicast packets. Experimental evaluations including network-level and router-level analysis with different configurations under various traffic patterns were performed. The evaluations in terms of latency, throughput, area and power consumption, indicate that TLAM provides higher performance, especially for dense multicasting and broadcasting, in comparison with the existing architectures. • Exploration the potential of hybrid path/tree based multicasting by designing an efficient routing algorithm for high traffic NoCs. • Planning a partition-based two-level mesh topology, and connecting the partitions through second level links for multicast messages. • Designing the low-power and low-cost routers that support multicasting. • Conducting cycle-accurate network-level and router-level simulations of the propose architecture. • Analyzing the proposed design through extensive experiments considering different NoC configurations, various numbers of multicast packets for different numbers of destinations under both synthetic and real packet distributions. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 07437315
- Volume :
- 172
- Database :
- Academic Search Index
- Journal :
- Journal of Parallel & Distributed Computing
- Publication Type :
- Academic Journal
- Accession number :
- 160213933
- Full Text :
- https://doi.org/10.1016/j.jpdc.2022.10.011